BALAR : A Bayesian Agentic Loop for Active Reasoning.

arXiv:2605.05386v2 Announce Type: replace Abstract: Large language models increasingly operate in interactive settings where solving a task requires multiple rounds of information exchange with a user. However, most current systems treat dialogue reactively an